{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 用PageRank挖掘希拉里邮件中的重要任务关系\n",
    "import pandas as pd\n",
    "import networkx as nx\n",
    "import numpy as np\n",
    "from collections import defaultdict\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Id</th>\n",
       "      <th>DocNumber</th>\n",
       "      <th>MetadataSubject</th>\n",
       "      <th>MetadataTo</th>\n",
       "      <th>MetadataFrom</th>\n",
       "      <th>SenderPersonId</th>\n",
       "      <th>MetadataDateSent</th>\n",
       "      <th>MetadataDateReleased</th>\n",
       "      <th>MetadataPdfLink</th>\n",
       "      <th>MetadataCaseNumber</th>\n",
       "      <th>...</th>\n",
       "      <th>ExtractedTo</th>\n",
       "      <th>ExtractedFrom</th>\n",
       "      <th>ExtractedCc</th>\n",
       "      <th>ExtractedDateSent</th>\n",
       "      <th>ExtractedCaseNumber</th>\n",
       "      <th>ExtractedDocNumber</th>\n",
       "      <th>ExtractedDateReleased</th>\n",
       "      <th>ExtractedReleaseInPartOrFull</th>\n",
       "      <th>ExtractedBodyText</th>\n",
       "      <th>RawText</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>C05739545</td>\n",
       "      <td>WOW</td>\n",
       "      <td>H</td>\n",
       "      <td>Sullivan, Jacob J</td>\n",
       "      <td>87.0</td>\n",
       "      <td>2012-09-12T04:00:00+00:00</td>\n",
       "      <td>2015-05-22T04:00:00+00:00</td>\n",
       "      <td>DOCUMENTS/HRC_Email_1_296/HRCH2/DOC_0C05739545...</td>\n",
       "      <td>F-2015-04841</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sullivan, Jacob J &lt;Sullivan11@state.gov&gt;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Wednesday, September 12, 2012 10:16 AM</td>\n",
       "      <td>F-2015-04841</td>\n",
       "      <td>C05739545</td>\n",
       "      <td>05/13/2015</td>\n",
       "      <td>RELEASE IN FULL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>UNCLASSIFIED\\r\\nU.S. Department of State\\r\\nCa...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>C05739546</td>\n",
       "      <td>H: LATEST: HOW SYRIA IS AIDING QADDAFI AND MOR...</td>\n",
       "      <td>H</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2011-03-03T05:00:00+00:00</td>\n",
       "      <td>2015-05-22T04:00:00+00:00</td>\n",
       "      <td>DOCUMENTS/HRC_Email_1_296/HRCH1/DOC_0C05739546...</td>\n",
       "      <td>F-2015-04841</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>F-2015-04841</td>\n",
       "      <td>C05739546</td>\n",
       "      <td>05/13/2015</td>\n",
       "      <td>RELEASE IN PART</td>\n",
       "      <td>B6\\r\\nThursday, March 3, 2011 9:45 PM\\r\\nH: La...</td>\n",
       "      <td>UNCLASSIFIED\\r\\nU.S. Department of State\\r\\nCa...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>C05739547</td>\n",
       "      <td>CHRIS STEVENS</td>\n",
       "      <td>;H</td>\n",
       "      <td>Mills, Cheryl D</td>\n",
       "      <td>32.0</td>\n",
       "      <td>2012-09-12T04:00:00+00:00</td>\n",
       "      <td>2015-05-22T04:00:00+00:00</td>\n",
       "      <td>DOCUMENTS/HRC_Email_1_296/HRCH2/DOC_0C05739547...</td>\n",
       "      <td>F-2015-04841</td>\n",
       "      <td>...</td>\n",
       "      <td>B6</td>\n",
       "      <td>Mills, Cheryl D &lt;MillsCD@state.gov&gt;</td>\n",
       "      <td>Abedin, Huma</td>\n",
       "      <td>Wednesday, September 12, 2012 11:52 AM</td>\n",
       "      <td>F-2015-04841</td>\n",
       "      <td>C05739547</td>\n",
       "      <td>05/14/2015</td>\n",
       "      <td>RELEASE IN PART</td>\n",
       "      <td>Thx</td>\n",
       "      <td>UNCLASSIFIED\\r\\nU.S. Department of State\\r\\nCa...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>C05739550</td>\n",
       "      <td>CAIRO CONDEMNATION - FINAL</td>\n",
       "      <td>H</td>\n",
       "      <td>Mills, Cheryl D</td>\n",
       "      <td>32.0</td>\n",
       "      <td>2012-09-12T04:00:00+00:00</td>\n",
       "      <td>2015-05-22T04:00:00+00:00</td>\n",
       "      <td>DOCUMENTS/HRC_Email_1_296/HRCH2/DOC_0C05739550...</td>\n",
       "      <td>F-2015-04841</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mills, Cheryl D &lt;MillsCD@state.gov&gt;</td>\n",
       "      <td>Mitchell, Andrew B</td>\n",
       "      <td>Wednesday, September 12,2012 12:44 PM</td>\n",
       "      <td>F-2015-04841</td>\n",
       "      <td>C05739550</td>\n",
       "      <td>05/13/2015</td>\n",
       "      <td>RELEASE IN PART</td>\n",
       "      <td>NaN</td>\n",
       "      <td>UNCLASSIFIED\\r\\nU.S. Department of State\\r\\nCa...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>C05739554</td>\n",
       "      <td>H: LATEST: HOW SYRIA IS AIDING QADDAFI AND MOR...</td>\n",
       "      <td>Abedin, Huma</td>\n",
       "      <td>H</td>\n",
       "      <td>80.0</td>\n",
       "      <td>2011-03-11T05:00:00+00:00</td>\n",
       "      <td>2015-05-22T04:00:00+00:00</td>\n",
       "      <td>DOCUMENTS/HRC_Email_1_296/HRCH1/DOC_0C05739554...</td>\n",
       "      <td>F-2015-04841</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>F-2015-04841</td>\n",
       "      <td>C05739554</td>\n",
       "      <td>05/13/2015</td>\n",
       "      <td>RELEASE IN PART</td>\n",
       "      <td>H &lt;hrod17@clintonemail.com&gt;\\r\\nFriday, March 1...</td>\n",
       "      <td>B6\\r\\nUNCLASSIFIED\\r\\nU.S. Department of State...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7940</th>\n",
       "      <td>7941</td>\n",
       "      <td>C05778462</td>\n",
       "      <td>WYDEN</td>\n",
       "      <td>H</td>\n",
       "      <td>Verma, Richard R</td>\n",
       "      <td>180.0</td>\n",
       "      <td>2010-12-16T05:00:00+00:00</td>\n",
       "      <td>2015-08-31T04:00:00+00:00</td>\n",
       "      <td>DOCUMENTS/HRCEmail_August_Web/IPS-0113/DOC_0C0...</td>\n",
       "      <td>F-2014-20439</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Verma, Richard R &lt;VermaRR@state.gov&gt;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Thursday, December 16, 2010 7:41 PM</td>\n",
       "      <td>F-2014-20439</td>\n",
       "      <td>C05778462</td>\n",
       "      <td>08/31/2015</td>\n",
       "      <td>RELEASE IN PART</td>\n",
       "      <td>NaN</td>\n",
       "      <td>UNCLASSIFIED U.S. Department of State Case No....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7941</th>\n",
       "      <td>7942</td>\n",
       "      <td>C05778463</td>\n",
       "      <td>SENATE</td>\n",
       "      <td>H</td>\n",
       "      <td>Verma, Richard R</td>\n",
       "      <td>180.0</td>\n",
       "      <td>2010-12-16T05:00:00+00:00</td>\n",
       "      <td>2015-08-31T04:00:00+00:00</td>\n",
       "      <td>DOCUMENTS/HRCEmail_August_Web/IPS-0113/DOC_0C0...</td>\n",
       "      <td>F-2014-20439</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Verma, Richard R &lt;VermaRR@state.gov&gt;</td>\n",
       "      <td>Sullivan, Jacob J; Mills, Cheryl D; Abedin, Huma</td>\n",
       "      <td>Thursday, December 16, 2010 8:09 PM</td>\n",
       "      <td>F-2014-20439</td>\n",
       "      <td>C05778463</td>\n",
       "      <td>08/31/2015</td>\n",
       "      <td>RELEASE IN FULL</td>\n",
       "      <td>Big change of plans in the Senate. Senator Rei...</td>\n",
       "      <td>UNCLASSIFIED U.S. Department of State Case No....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7942</th>\n",
       "      <td>7943</td>\n",
       "      <td>C05778465</td>\n",
       "      <td>RICHARD (TNR)</td>\n",
       "      <td>H</td>\n",
       "      <td>Jiloty, Lauren C</td>\n",
       "      <td>116.0</td>\n",
       "      <td>2010-12-16T05:00:00+00:00</td>\n",
       "      <td>2015-08-31T04:00:00+00:00</td>\n",
       "      <td>DOCUMENTS/HRCEmail_August_Web/IPS-0113/DOC_0C0...</td>\n",
       "      <td>F-2014-20439</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Jiloty, Lauren C &lt;JilotyLC@state.gov&gt;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Thursday, December 16, 2010 10:52 PM</td>\n",
       "      <td>F-2014-20439</td>\n",
       "      <td>C05778465</td>\n",
       "      <td>08/31/2015</td>\n",
       "      <td>RELEASE IN PART</td>\n",
       "      <td>NaN</td>\n",
       "      <td>UNCLASSIFIED U.S. Department of State Case No....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7943</th>\n",
       "      <td>7944</td>\n",
       "      <td>C05778466</td>\n",
       "      <td>FROM</td>\n",
       "      <td>H</td>\n",
       "      <td>PVerveer</td>\n",
       "      <td>143.0</td>\n",
       "      <td>2012-12-17T05:00:00+00:00</td>\n",
       "      <td>2015-08-31T04:00:00+00:00</td>\n",
       "      <td>DOCUMENTS/HRCEmail_August_Web/IPS-0113/DOC_0C0...</td>\n",
       "      <td>F-2014-20439</td>\n",
       "      <td>...</td>\n",
       "      <td>PVervee,</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12/14/201</td>\n",
       "      <td>F-2014-20439</td>\n",
       "      <td>C05778466</td>\n",
       "      <td>08/31/2015</td>\n",
       "      <td>RELEASE IN PART</td>\n",
       "      <td>PVerveer B6\\r\\nFriday, December 17, 2010 12:12...</td>\n",
       "      <td>Hi dear Melanne and Alyse,\\r\\nHope this email ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7944</th>\n",
       "      <td>7945</td>\n",
       "      <td>C05778470</td>\n",
       "      <td>NOTE FOR SECRETARY CLINTON</td>\n",
       "      <td>H</td>\n",
       "      <td>Sullivan, Jacob J</td>\n",
       "      <td>87.0</td>\n",
       "      <td>2010-12-17T05:00:00+00:00</td>\n",
       "      <td>2015-08-31T04:00:00+00:00</td>\n",
       "      <td>DOCUMENTS/HRCEmail_August_Web/IPS-0113/DOC_0C0...</td>\n",
       "      <td>F-2014-20439</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sullivan, Jacob J &lt;SullivanJJ@state.gov&gt;</td>\n",
       "      <td>Abedin, Huma</td>\n",
       "      <td>Friday, December 17, 2010 10:42 AM</td>\n",
       "      <td>F-2014-20439</td>\n",
       "      <td>C05778470</td>\n",
       "      <td>08/31/2015</td>\n",
       "      <td>RELEASE IN FULL</td>\n",
       "      <td>See below.</td>\n",
       "      <td>UNCLASSIFIED U.S. Department of State Case No....</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7945 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        Id  DocNumber                                    MetadataSubject  \\\n",
       "0        1  C05739545                                                WOW   \n",
       "1        2  C05739546  H: LATEST: HOW SYRIA IS AIDING QADDAFI AND MOR...   \n",
       "2        3  C05739547                                      CHRIS STEVENS   \n",
       "3        4  C05739550                         CAIRO CONDEMNATION - FINAL   \n",
       "4        5  C05739554  H: LATEST: HOW SYRIA IS AIDING QADDAFI AND MOR...   \n",
       "...    ...        ...                                                ...   \n",
       "7940  7941  C05778462                                              WYDEN   \n",
       "7941  7942  C05778463                                             SENATE   \n",
       "7942  7943  C05778465                                      RICHARD (TNR)   \n",
       "7943  7944  C05778466                                              FROM    \n",
       "7944  7945  C05778470                         NOTE FOR SECRETARY CLINTON   \n",
       "\n",
       "        MetadataTo       MetadataFrom  SenderPersonId  \\\n",
       "0                H  Sullivan, Jacob J            87.0   \n",
       "1                H                NaN             NaN   \n",
       "2               ;H    Mills, Cheryl D            32.0   \n",
       "3                H    Mills, Cheryl D            32.0   \n",
       "4     Abedin, Huma                  H            80.0   \n",
       "...            ...                ...             ...   \n",
       "7940             H   Verma, Richard R           180.0   \n",
       "7941             H   Verma, Richard R           180.0   \n",
       "7942             H   Jiloty, Lauren C           116.0   \n",
       "7943             H           PVerveer           143.0   \n",
       "7944             H  Sullivan, Jacob J            87.0   \n",
       "\n",
       "               MetadataDateSent       MetadataDateReleased  \\\n",
       "0     2012-09-12T04:00:00+00:00  2015-05-22T04:00:00+00:00   \n",
       "1     2011-03-03T05:00:00+00:00  2015-05-22T04:00:00+00:00   \n",
       "2     2012-09-12T04:00:00+00:00  2015-05-22T04:00:00+00:00   \n",
       "3     2012-09-12T04:00:00+00:00  2015-05-22T04:00:00+00:00   \n",
       "4     2011-03-11T05:00:00+00:00  2015-05-22T04:00:00+00:00   \n",
       "...                         ...                        ...   \n",
       "7940  2010-12-16T05:00:00+00:00  2015-08-31T04:00:00+00:00   \n",
       "7941  2010-12-16T05:00:00+00:00  2015-08-31T04:00:00+00:00   \n",
       "7942  2010-12-16T05:00:00+00:00  2015-08-31T04:00:00+00:00   \n",
       "7943  2012-12-17T05:00:00+00:00  2015-08-31T04:00:00+00:00   \n",
       "7944  2010-12-17T05:00:00+00:00  2015-08-31T04:00:00+00:00   \n",
       "\n",
       "                                        MetadataPdfLink MetadataCaseNumber  \\\n",
       "0     DOCUMENTS/HRC_Email_1_296/HRCH2/DOC_0C05739545...       F-2015-04841   \n",
       "1     DOCUMENTS/HRC_Email_1_296/HRCH1/DOC_0C05739546...       F-2015-04841   \n",
       "2     DOCUMENTS/HRC_Email_1_296/HRCH2/DOC_0C05739547...       F-2015-04841   \n",
       "3     DOCUMENTS/HRC_Email_1_296/HRCH2/DOC_0C05739550...       F-2015-04841   \n",
       "4     DOCUMENTS/HRC_Email_1_296/HRCH1/DOC_0C05739554...       F-2015-04841   \n",
       "...                                                 ...                ...   \n",
       "7940  DOCUMENTS/HRCEmail_August_Web/IPS-0113/DOC_0C0...       F-2014-20439   \n",
       "7941  DOCUMENTS/HRCEmail_August_Web/IPS-0113/DOC_0C0...       F-2014-20439   \n",
       "7942  DOCUMENTS/HRCEmail_August_Web/IPS-0113/DOC_0C0...       F-2014-20439   \n",
       "7943  DOCUMENTS/HRCEmail_August_Web/IPS-0113/DOC_0C0...       F-2014-20439   \n",
       "7944  DOCUMENTS/HRCEmail_August_Web/IPS-0113/DOC_0C0...       F-2014-20439   \n",
       "\n",
       "      ... ExtractedTo                             ExtractedFrom  \\\n",
       "0     ...         NaN  Sullivan, Jacob J <Sullivan11@state.gov>   \n",
       "1     ...         NaN                                       NaN   \n",
       "2     ...          B6       Mills, Cheryl D <MillsCD@state.gov>   \n",
       "3     ...         NaN       Mills, Cheryl D <MillsCD@state.gov>   \n",
       "4     ...         NaN                                       NaN   \n",
       "...   ...         ...                                       ...   \n",
       "7940  ...         NaN      Verma, Richard R <VermaRR@state.gov>   \n",
       "7941  ...         NaN      Verma, Richard R <VermaRR@state.gov>   \n",
       "7942  ...         NaN     Jiloty, Lauren C <JilotyLC@state.gov>   \n",
       "7943  ...    PVervee,                                       NaN   \n",
       "7944  ...         NaN  Sullivan, Jacob J <SullivanJJ@state.gov>   \n",
       "\n",
       "                                           ExtractedCc  \\\n",
       "0                                                  NaN   \n",
       "1                                                  NaN   \n",
       "2                                         Abedin, Huma   \n",
       "3                                   Mitchell, Andrew B   \n",
       "4                                                  NaN   \n",
       "...                                                ...   \n",
       "7940                                               NaN   \n",
       "7941  Sullivan, Jacob J; Mills, Cheryl D; Abedin, Huma   \n",
       "7942                                               NaN   \n",
       "7943                                               NaN   \n",
       "7944                                      Abedin, Huma   \n",
       "\n",
       "                           ExtractedDateSent ExtractedCaseNumber  \\\n",
       "0     Wednesday, September 12, 2012 10:16 AM        F-2015-04841   \n",
       "1                                        NaN        F-2015-04841   \n",
       "2     Wednesday, September 12, 2012 11:52 AM        F-2015-04841   \n",
       "3      Wednesday, September 12,2012 12:44 PM        F-2015-04841   \n",
       "4                                        NaN        F-2015-04841   \n",
       "...                                      ...                 ...   \n",
       "7940     Thursday, December 16, 2010 7:41 PM        F-2014-20439   \n",
       "7941     Thursday, December 16, 2010 8:09 PM        F-2014-20439   \n",
       "7942    Thursday, December 16, 2010 10:52 PM        F-2014-20439   \n",
       "7943                               12/14/201        F-2014-20439   \n",
       "7944      Friday, December 17, 2010 10:42 AM        F-2014-20439   \n",
       "\n",
       "     ExtractedDocNumber ExtractedDateReleased ExtractedReleaseInPartOrFull  \\\n",
       "0             C05739545            05/13/2015              RELEASE IN FULL   \n",
       "1             C05739546            05/13/2015              RELEASE IN PART   \n",
       "2             C05739547            05/14/2015              RELEASE IN PART   \n",
       "3             C05739550            05/13/2015              RELEASE IN PART   \n",
       "4             C05739554            05/13/2015              RELEASE IN PART   \n",
       "...                 ...                   ...                          ...   \n",
       "7940          C05778462            08/31/2015              RELEASE IN PART   \n",
       "7941          C05778463            08/31/2015              RELEASE IN FULL   \n",
       "7942          C05778465            08/31/2015              RELEASE IN PART   \n",
       "7943          C05778466            08/31/2015              RELEASE IN PART   \n",
       "7944          C05778470            08/31/2015              RELEASE IN FULL   \n",
       "\n",
       "                                      ExtractedBodyText  \\\n",
       "0                                                   NaN   \n",
       "1     B6\\r\\nThursday, March 3, 2011 9:45 PM\\r\\nH: La...   \n",
       "2                                                   Thx   \n",
       "3                                                   NaN   \n",
       "4     H <hrod17@clintonemail.com>\\r\\nFriday, March 1...   \n",
       "...                                                 ...   \n",
       "7940                                                NaN   \n",
       "7941  Big change of plans in the Senate. Senator Rei...   \n",
       "7942                                                NaN   \n",
       "7943  PVerveer B6\\r\\nFriday, December 17, 2010 12:12...   \n",
       "7944                                         See below.   \n",
       "\n",
       "                                                RawText  \n",
       "0     UNCLASSIFIED\\r\\nU.S. Department of State\\r\\nCa...  \n",
       "1     UNCLASSIFIED\\r\\nU.S. Department of State\\r\\nCa...  \n",
       "2     UNCLASSIFIED\\r\\nU.S. Department of State\\r\\nCa...  \n",
       "3     UNCLASSIFIED\\r\\nU.S. Department of State\\r\\nCa...  \n",
       "4     B6\\r\\nUNCLASSIFIED\\r\\nU.S. Department of State...  \n",
       "...                                                 ...  \n",
       "7940  UNCLASSIFIED U.S. Department of State Case No....  \n",
       "7941  UNCLASSIFIED U.S. Department of State Case No....  \n",
       "7942  UNCLASSIFIED U.S. Department of State Case No....  \n",
       "7943  Hi dear Melanne and Alyse,\\r\\nHope this email ...  \n",
       "7944  UNCLASSIFIED U.S. Department of State Case No....  \n",
       "\n",
       "[7945 rows x 22 columns]"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#读取数据 \n",
    "#读取邮件数据\n",
    "emails = pd.read_csv(\"./Emails.csv\")\n",
    "emails#ID是序号，DocNumber是文件编号  字段比较多  这里我们比较关注的是MetadataTo邮件接受者 和MetadataFrom 发邮件的人"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Id</th>\n",
       "      <th>Name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>111th Congress</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>AGNA USEMB Kabul Afghanistan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>AP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>ASUNCION</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Alec</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>508</th>\n",
       "      <td>509</td>\n",
       "      <td>marshallcp@state.goy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>509</th>\n",
       "      <td>510</td>\n",
       "      <td>sid blumenthal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>510</th>\n",
       "      <td>511</td>\n",
       "      <td>monica.hanle</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>511</th>\n",
       "      <td>512</td>\n",
       "      <td>hanle mr@state.gov</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>512</th>\n",
       "      <td>513</td>\n",
       "      <td>ha nleym r@state.gov</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>513 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Id                          Name\n",
       "0      1                111th Congress\n",
       "1      2  AGNA USEMB Kabul Afghanistan\n",
       "2      3                            AP\n",
       "3      4                      ASUNCION\n",
       "4      5                          Alec\n",
       "..   ...                           ...\n",
       "508  509          marshallcp@state.goy\n",
       "509  510                sid blumenthal\n",
       "510  511                  monica.hanle\n",
       "511  512            hanle mr@state.gov\n",
       "512  513          ha nleym r@state.gov\n",
       "\n",
       "[513 rows x 2 columns]"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 读取人名文件\n",
    "person_file= pd.read_csv(\"./Persons.csv\")\n",
    "person_file#主要是编号和人的姓名"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{1: '111th Congress', 2: 'AGNA USEMB Kabul Afghanistan', 3: 'AP', 4: 'ASUNCION', 5: 'Alec', 6: 'Alex Dupuy', 7: 'American Beverage Association', 8: 'Andrew Mayock', 9: 'Andrew Shapiro', 10: 'Anne-Marie Slaughter'}\n"
     ]
    }
   ],
   "source": [
    "persons = {}\n",
    "for index, row in person_file.iterrows():\n",
    "    persons[row['Id']] = row['Name']\n",
    "#这里是把 person_file 里面的序号和对应的人名放在了一个字典里面，这里通过两步的转换，只打印前10行，否则屏幕太长\n",
    "print(dict(list(persons.items())[:10]) )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Id</th>\n",
       "      <th>Alias</th>\n",
       "      <th>PersonId</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>111th congress</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>agna usemb kabul afghanistan</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>ap</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>asuncion</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>alec</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>845</th>\n",
       "      <td>846</td>\n",
       "      <td>marshallcp@state.goy</td>\n",
       "      <td>509</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>846</th>\n",
       "      <td>847</td>\n",
       "      <td>sid blumenthal</td>\n",
       "      <td>510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>847</th>\n",
       "      <td>848</td>\n",
       "      <td>monica.hanle</td>\n",
       "      <td>511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>848</th>\n",
       "      <td>849</td>\n",
       "      <td>hanle mr@state.gov</td>\n",
       "      <td>512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>849</th>\n",
       "      <td>850</td>\n",
       "      <td>ha nleym r@state.gov</td>\n",
       "      <td>513</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>850 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Id                         Alias  PersonId\n",
       "0      1                111th congress         1\n",
       "1      2  agna usemb kabul afghanistan         2\n",
       "2      3                            ap         3\n",
       "3      4                      asuncion         4\n",
       "4      5                          alec         5\n",
       "..   ...                           ...       ...\n",
       "845  846          marshallcp@state.goy       509\n",
       "846  847                sid blumenthal       510\n",
       "847  848                  monica.hanle       511\n",
       "848  849            hanle mr@state.gov       512\n",
       "849  850          ha nleym r@state.gov       513\n",
       "\n",
       "[850 rows x 3 columns]"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#读取别名文件\n",
    "Aliases = pd.read_csv(\"./Aliases.csv\")\n",
    "Aliases"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'111th congress': 1, 'agna usemb kabul afghanistan': 2, 'ap': 3, 'asuncion': 4, 'alec': 5, 'dupuy alex': 6, 'american beverage association': 7, 'mayock andrew': 8, 'shapiro andrew j': 9, 'shapiroa@state.gov': 9}\n"
     ]
    }
   ],
   "source": [
    "aliases = {}\n",
    "for index, row in Aliases.iterrows():\n",
    "    aliases[row['Alias']] = row['PersonId']\n",
    "#这里是把Aliases里面的Alias和PersonId做成一个字典 放在aliases里面 然后只打印前10个吧 经过了list和dict两步转换\n",
    "print(dict(list(aliases.items())[:10]) )    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Id</th>\n",
       "      <th>DocNumber</th>\n",
       "      <th>MetadataSubject</th>\n",
       "      <th>MetadataTo</th>\n",
       "      <th>MetadataFrom</th>\n",
       "      <th>SenderPersonId</th>\n",
       "      <th>MetadataDateSent</th>\n",
       "      <th>MetadataDateReleased</th>\n",
       "      <th>MetadataPdfLink</th>\n",
       "      <th>MetadataCaseNumber</th>\n",
       "      <th>...</th>\n",
       "      <th>ExtractedTo</th>\n",
       "      <th>ExtractedFrom</th>\n",
       "      <th>ExtractedCc</th>\n",
       "      <th>ExtractedDateSent</th>\n",
       "      <th>ExtractedCaseNumber</th>\n",
       "      <th>ExtractedDocNumber</th>\n",
       "      <th>ExtractedDateReleased</th>\n",
       "      <th>ExtractedReleaseInPartOrFull</th>\n",
       "      <th>ExtractedBodyText</th>\n",
       "      <th>RawText</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>C05739545</td>\n",
       "      <td>WOW</td>\n",
       "      <td>Hillary Clinton</td>\n",
       "      <td>Jake Sullivan</td>\n",
       "      <td>87.0</td>\n",
       "      <td>2012-09-12T04:00:00+00:00</td>\n",
       "      <td>2015-05-22T04:00:00+00:00</td>\n",
       "      <td>DOCUMENTS/HRC_Email_1_296/HRCH2/DOC_0C05739545...</td>\n",
       "      <td>F-2015-04841</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sullivan, Jacob J &lt;Sullivan11@state.gov&gt;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Wednesday, September 12, 2012 10:16 AM</td>\n",
       "      <td>F-2015-04841</td>\n",
       "      <td>C05739545</td>\n",
       "      <td>05/13/2015</td>\n",
       "      <td>RELEASE IN FULL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>UNCLASSIFIED\\r\\nU.S. Department of State\\r\\nCa...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>C05739546</td>\n",
       "      <td>H: LATEST: HOW SYRIA IS AIDING QADDAFI AND MOR...</td>\n",
       "      <td>Hillary Clinton</td>\n",
       "      <td>nan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2011-03-03T05:00:00+00:00</td>\n",
       "      <td>2015-05-22T04:00:00+00:00</td>\n",
       "      <td>DOCUMENTS/HRC_Email_1_296/HRCH1/DOC_0C05739546...</td>\n",
       "      <td>F-2015-04841</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>F-2015-04841</td>\n",
       "      <td>C05739546</td>\n",
       "      <td>05/13/2015</td>\n",
       "      <td>RELEASE IN PART</td>\n",
       "      <td>B6\\r\\nThursday, March 3, 2011 9:45 PM\\r\\nH: La...</td>\n",
       "      <td>UNCLASSIFIED\\r\\nU.S. Department of State\\r\\nCa...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>C05739547</td>\n",
       "      <td>CHRIS STEVENS</td>\n",
       "      <td>;h</td>\n",
       "      <td>Cheryl Mills</td>\n",
       "      <td>32.0</td>\n",
       "      <td>2012-09-12T04:00:00+00:00</td>\n",
       "      <td>2015-05-22T04:00:00+00:00</td>\n",
       "      <td>DOCUMENTS/HRC_Email_1_296/HRCH2/DOC_0C05739547...</td>\n",
       "      <td>F-2015-04841</td>\n",
       "      <td>...</td>\n",
       "      <td>B6</td>\n",
       "      <td>Mills, Cheryl D &lt;MillsCD@state.gov&gt;</td>\n",
       "      <td>Abedin, Huma</td>\n",
       "      <td>Wednesday, September 12, 2012 11:52 AM</td>\n",
       "      <td>F-2015-04841</td>\n",
       "      <td>C05739547</td>\n",
       "      <td>05/14/2015</td>\n",
       "      <td>RELEASE IN PART</td>\n",
       "      <td>Thx</td>\n",
       "      <td>UNCLASSIFIED\\r\\nU.S. Department of State\\r\\nCa...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>C05739550</td>\n",
       "      <td>CAIRO CONDEMNATION - FINAL</td>\n",
       "      <td>Hillary Clinton</td>\n",
       "      <td>Cheryl Mills</td>\n",
       "      <td>32.0</td>\n",
       "      <td>2012-09-12T04:00:00+00:00</td>\n",
       "      <td>2015-05-22T04:00:00+00:00</td>\n",
       "      <td>DOCUMENTS/HRC_Email_1_296/HRCH2/DOC_0C05739550...</td>\n",
       "      <td>F-2015-04841</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mills, Cheryl D &lt;MillsCD@state.gov&gt;</td>\n",
       "      <td>Mitchell, Andrew B</td>\n",
       "      <td>Wednesday, September 12,2012 12:44 PM</td>\n",
       "      <td>F-2015-04841</td>\n",
       "      <td>C05739550</td>\n",
       "      <td>05/13/2015</td>\n",
       "      <td>RELEASE IN PART</td>\n",
       "      <td>NaN</td>\n",
       "      <td>UNCLASSIFIED\\r\\nU.S. Department of State\\r\\nCa...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>C05739554</td>\n",
       "      <td>H: LATEST: HOW SYRIA IS AIDING QADDAFI AND MOR...</td>\n",
       "      <td>Huma Abedin</td>\n",
       "      <td>Hillary Clinton</td>\n",
       "      <td>80.0</td>\n",
       "      <td>2011-03-11T05:00:00+00:00</td>\n",
       "      <td>2015-05-22T04:00:00+00:00</td>\n",
       "      <td>DOCUMENTS/HRC_Email_1_296/HRCH1/DOC_0C05739554...</td>\n",
       "      <td>F-2015-04841</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>F-2015-04841</td>\n",
       "      <td>C05739554</td>\n",
       "      <td>05/13/2015</td>\n",
       "      <td>RELEASE IN PART</td>\n",
       "      <td>H &lt;hrod17@clintonemail.com&gt;\\r\\nFriday, March 1...</td>\n",
       "      <td>B6\\r\\nUNCLASSIFIED\\r\\nU.S. Department of State...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7940</th>\n",
       "      <td>7941</td>\n",
       "      <td>C05778462</td>\n",
       "      <td>WYDEN</td>\n",
       "      <td>Hillary Clinton</td>\n",
       "      <td>Richard Verma</td>\n",
       "      <td>180.0</td>\n",
       "      <td>2010-12-16T05:00:00+00:00</td>\n",
       "      <td>2015-08-31T04:00:00+00:00</td>\n",
       "      <td>DOCUMENTS/HRCEmail_August_Web/IPS-0113/DOC_0C0...</td>\n",
       "      <td>F-2014-20439</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Verma, Richard R &lt;VermaRR@state.gov&gt;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Thursday, December 16, 2010 7:41 PM</td>\n",
       "      <td>F-2014-20439</td>\n",
       "      <td>C05778462</td>\n",
       "      <td>08/31/2015</td>\n",
       "      <td>RELEASE IN PART</td>\n",
       "      <td>NaN</td>\n",
       "      <td>UNCLASSIFIED U.S. Department of State Case No....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7941</th>\n",
       "      <td>7942</td>\n",
       "      <td>C05778463</td>\n",
       "      <td>SENATE</td>\n",
       "      <td>Hillary Clinton</td>\n",
       "      <td>Richard Verma</td>\n",
       "      <td>180.0</td>\n",
       "      <td>2010-12-16T05:00:00+00:00</td>\n",
       "      <td>2015-08-31T04:00:00+00:00</td>\n",
       "      <td>DOCUMENTS/HRCEmail_August_Web/IPS-0113/DOC_0C0...</td>\n",
       "      <td>F-2014-20439</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Verma, Richard R &lt;VermaRR@state.gov&gt;</td>\n",
       "      <td>Sullivan, Jacob J; Mills, Cheryl D; Abedin, Huma</td>\n",
       "      <td>Thursday, December 16, 2010 8:09 PM</td>\n",
       "      <td>F-2014-20439</td>\n",
       "      <td>C05778463</td>\n",
       "      <td>08/31/2015</td>\n",
       "      <td>RELEASE IN FULL</td>\n",
       "      <td>Big change of plans in the Senate. Senator Rei...</td>\n",
       "      <td>UNCLASSIFIED U.S. Department of State Case No....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7942</th>\n",
       "      <td>7943</td>\n",
       "      <td>C05778465</td>\n",
       "      <td>RICHARD (TNR)</td>\n",
       "      <td>Hillary Clinton</td>\n",
       "      <td>Lauren Jiloty</td>\n",
       "      <td>116.0</td>\n",
       "      <td>2010-12-16T05:00:00+00:00</td>\n",
       "      <td>2015-08-31T04:00:00+00:00</td>\n",
       "      <td>DOCUMENTS/HRCEmail_August_Web/IPS-0113/DOC_0C0...</td>\n",
       "      <td>F-2014-20439</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Jiloty, Lauren C &lt;JilotyLC@state.gov&gt;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Thursday, December 16, 2010 10:52 PM</td>\n",
       "      <td>F-2014-20439</td>\n",
       "      <td>C05778465</td>\n",
       "      <td>08/31/2015</td>\n",
       "      <td>RELEASE IN PART</td>\n",
       "      <td>NaN</td>\n",
       "      <td>UNCLASSIFIED U.S. Department of State Case No....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7943</th>\n",
       "      <td>7944</td>\n",
       "      <td>C05778466</td>\n",
       "      <td>FROM</td>\n",
       "      <td>Hillary Clinton</td>\n",
       "      <td>Melanne Verveer</td>\n",
       "      <td>143.0</td>\n",
       "      <td>2012-12-17T05:00:00+00:00</td>\n",
       "      <td>2015-08-31T04:00:00+00:00</td>\n",
       "      <td>DOCUMENTS/HRCEmail_August_Web/IPS-0113/DOC_0C0...</td>\n",
       "      <td>F-2014-20439</td>\n",
       "      <td>...</td>\n",
       "      <td>PVervee,</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12/14/201</td>\n",
       "      <td>F-2014-20439</td>\n",
       "      <td>C05778466</td>\n",
       "      <td>08/31/2015</td>\n",
       "      <td>RELEASE IN PART</td>\n",
       "      <td>PVerveer B6\\r\\nFriday, December 17, 2010 12:12...</td>\n",
       "      <td>Hi dear Melanne and Alyse,\\r\\nHope this email ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7944</th>\n",
       "      <td>7945</td>\n",
       "      <td>C05778470</td>\n",
       "      <td>NOTE FOR SECRETARY CLINTON</td>\n",
       "      <td>Hillary Clinton</td>\n",
       "      <td>Jake Sullivan</td>\n",
       "      <td>87.0</td>\n",
       "      <td>2010-12-17T05:00:00+00:00</td>\n",
       "      <td>2015-08-31T04:00:00+00:00</td>\n",
       "      <td>DOCUMENTS/HRCEmail_August_Web/IPS-0113/DOC_0C0...</td>\n",
       "      <td>F-2014-20439</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sullivan, Jacob J &lt;SullivanJJ@state.gov&gt;</td>\n",
       "      <td>Abedin, Huma</td>\n",
       "      <td>Friday, December 17, 2010 10:42 AM</td>\n",
       "      <td>F-2014-20439</td>\n",
       "      <td>C05778470</td>\n",
       "      <td>08/31/2015</td>\n",
       "      <td>RELEASE IN FULL</td>\n",
       "      <td>See below.</td>\n",
       "      <td>UNCLASSIFIED U.S. Department of State Case No....</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7945 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        Id  DocNumber                                    MetadataSubject  \\\n",
       "0        1  C05739545                                                WOW   \n",
       "1        2  C05739546  H: LATEST: HOW SYRIA IS AIDING QADDAFI AND MOR...   \n",
       "2        3  C05739547                                      CHRIS STEVENS   \n",
       "3        4  C05739550                         CAIRO CONDEMNATION - FINAL   \n",
       "4        5  C05739554  H: LATEST: HOW SYRIA IS AIDING QADDAFI AND MOR...   \n",
       "...    ...        ...                                                ...   \n",
       "7940  7941  C05778462                                              WYDEN   \n",
       "7941  7942  C05778463                                             SENATE   \n",
       "7942  7943  C05778465                                      RICHARD (TNR)   \n",
       "7943  7944  C05778466                                              FROM    \n",
       "7944  7945  C05778470                         NOTE FOR SECRETARY CLINTON   \n",
       "\n",
       "           MetadataTo     MetadataFrom  SenderPersonId  \\\n",
       "0     Hillary Clinton    Jake Sullivan            87.0   \n",
       "1     Hillary Clinton              nan             NaN   \n",
       "2                  ;h     Cheryl Mills            32.0   \n",
       "3     Hillary Clinton     Cheryl Mills            32.0   \n",
       "4         Huma Abedin  Hillary Clinton            80.0   \n",
       "...               ...              ...             ...   \n",
       "7940  Hillary Clinton    Richard Verma           180.0   \n",
       "7941  Hillary Clinton    Richard Verma           180.0   \n",
       "7942  Hillary Clinton    Lauren Jiloty           116.0   \n",
       "7943  Hillary Clinton  Melanne Verveer           143.0   \n",
       "7944  Hillary Clinton    Jake Sullivan            87.0   \n",
       "\n",
       "               MetadataDateSent       MetadataDateReleased  \\\n",
       "0     2012-09-12T04:00:00+00:00  2015-05-22T04:00:00+00:00   \n",
       "1     2011-03-03T05:00:00+00:00  2015-05-22T04:00:00+00:00   \n",
       "2     2012-09-12T04:00:00+00:00  2015-05-22T04:00:00+00:00   \n",
       "3     2012-09-12T04:00:00+00:00  2015-05-22T04:00:00+00:00   \n",
       "4     2011-03-11T05:00:00+00:00  2015-05-22T04:00:00+00:00   \n",
       "...                         ...                        ...   \n",
       "7940  2010-12-16T05:00:00+00:00  2015-08-31T04:00:00+00:00   \n",
       "7941  2010-12-16T05:00:00+00:00  2015-08-31T04:00:00+00:00   \n",
       "7942  2010-12-16T05:00:00+00:00  2015-08-31T04:00:00+00:00   \n",
       "7943  2012-12-17T05:00:00+00:00  2015-08-31T04:00:00+00:00   \n",
       "7944  2010-12-17T05:00:00+00:00  2015-08-31T04:00:00+00:00   \n",
       "\n",
       "                                        MetadataPdfLink MetadataCaseNumber  \\\n",
       "0     DOCUMENTS/HRC_Email_1_296/HRCH2/DOC_0C05739545...       F-2015-04841   \n",
       "1     DOCUMENTS/HRC_Email_1_296/HRCH1/DOC_0C05739546...       F-2015-04841   \n",
       "2     DOCUMENTS/HRC_Email_1_296/HRCH2/DOC_0C05739547...       F-2015-04841   \n",
       "3     DOCUMENTS/HRC_Email_1_296/HRCH2/DOC_0C05739550...       F-2015-04841   \n",
       "4     DOCUMENTS/HRC_Email_1_296/HRCH1/DOC_0C05739554...       F-2015-04841   \n",
       "...                                                 ...                ...   \n",
       "7940  DOCUMENTS/HRCEmail_August_Web/IPS-0113/DOC_0C0...       F-2014-20439   \n",
       "7941  DOCUMENTS/HRCEmail_August_Web/IPS-0113/DOC_0C0...       F-2014-20439   \n",
       "7942  DOCUMENTS/HRCEmail_August_Web/IPS-0113/DOC_0C0...       F-2014-20439   \n",
       "7943  DOCUMENTS/HRCEmail_August_Web/IPS-0113/DOC_0C0...       F-2014-20439   \n",
       "7944  DOCUMENTS/HRCEmail_August_Web/IPS-0113/DOC_0C0...       F-2014-20439   \n",
       "\n",
       "      ... ExtractedTo                             ExtractedFrom  \\\n",
       "0     ...         NaN  Sullivan, Jacob J <Sullivan11@state.gov>   \n",
       "1     ...         NaN                                       NaN   \n",
       "2     ...          B6       Mills, Cheryl D <MillsCD@state.gov>   \n",
       "3     ...         NaN       Mills, Cheryl D <MillsCD@state.gov>   \n",
       "4     ...         NaN                                       NaN   \n",
       "...   ...         ...                                       ...   \n",
       "7940  ...         NaN      Verma, Richard R <VermaRR@state.gov>   \n",
       "7941  ...         NaN      Verma, Richard R <VermaRR@state.gov>   \n",
       "7942  ...         NaN     Jiloty, Lauren C <JilotyLC@state.gov>   \n",
       "7943  ...    PVervee,                                       NaN   \n",
       "7944  ...         NaN  Sullivan, Jacob J <SullivanJJ@state.gov>   \n",
       "\n",
       "                                           ExtractedCc  \\\n",
       "0                                                  NaN   \n",
       "1                                                  NaN   \n",
       "2                                         Abedin, Huma   \n",
       "3                                   Mitchell, Andrew B   \n",
       "4                                                  NaN   \n",
       "...                                                ...   \n",
       "7940                                               NaN   \n",
       "7941  Sullivan, Jacob J; Mills, Cheryl D; Abedin, Huma   \n",
       "7942                                               NaN   \n",
       "7943                                               NaN   \n",
       "7944                                      Abedin, Huma   \n",
       "\n",
       "                           ExtractedDateSent ExtractedCaseNumber  \\\n",
       "0     Wednesday, September 12, 2012 10:16 AM        F-2015-04841   \n",
       "1                                        NaN        F-2015-04841   \n",
       "2     Wednesday, September 12, 2012 11:52 AM        F-2015-04841   \n",
       "3      Wednesday, September 12,2012 12:44 PM        F-2015-04841   \n",
       "4                                        NaN        F-2015-04841   \n",
       "...                                      ...                 ...   \n",
       "7940     Thursday, December 16, 2010 7:41 PM        F-2014-20439   \n",
       "7941     Thursday, December 16, 2010 8:09 PM        F-2014-20439   \n",
       "7942    Thursday, December 16, 2010 10:52 PM        F-2014-20439   \n",
       "7943                               12/14/201        F-2014-20439   \n",
       "7944      Friday, December 17, 2010 10:42 AM        F-2014-20439   \n",
       "\n",
       "     ExtractedDocNumber ExtractedDateReleased ExtractedReleaseInPartOrFull  \\\n",
       "0             C05739545            05/13/2015              RELEASE IN FULL   \n",
       "1             C05739546            05/13/2015              RELEASE IN PART   \n",
       "2             C05739547            05/14/2015              RELEASE IN PART   \n",
       "3             C05739550            05/13/2015              RELEASE IN PART   \n",
       "4             C05739554            05/13/2015              RELEASE IN PART   \n",
       "...                 ...                   ...                          ...   \n",
       "7940          C05778462            08/31/2015              RELEASE IN PART   \n",
       "7941          C05778463            08/31/2015              RELEASE IN FULL   \n",
       "7942          C05778465            08/31/2015              RELEASE IN PART   \n",
       "7943          C05778466            08/31/2015              RELEASE IN PART   \n",
       "7944          C05778470            08/31/2015              RELEASE IN FULL   \n",
       "\n",
       "                                      ExtractedBodyText  \\\n",
       "0                                                   NaN   \n",
       "1     B6\\r\\nThursday, March 3, 2011 9:45 PM\\r\\nH: La...   \n",
       "2                                                   Thx   \n",
       "3                                                   NaN   \n",
       "4     H <hrod17@clintonemail.com>\\r\\nFriday, March 1...   \n",
       "...                                                 ...   \n",
       "7940                                                NaN   \n",
       "7941  Big change of plans in the Senate. Senator Rei...   \n",
       "7942                                                NaN   \n",
       "7943  PVerveer B6\\r\\nFriday, December 17, 2010 12:12...   \n",
       "7944                                         See below.   \n",
       "\n",
       "                                                RawText  \n",
       "0     UNCLASSIFIED\\r\\nU.S. Department of State\\r\\nCa...  \n",
       "1     UNCLASSIFIED\\r\\nU.S. Department of State\\r\\nCa...  \n",
       "2     UNCLASSIFIED\\r\\nU.S. Department of State\\r\\nCa...  \n",
       "3     UNCLASSIFIED\\r\\nU.S. Department of State\\r\\nCa...  \n",
       "4     B6\\r\\nUNCLASSIFIED\\r\\nU.S. Department of State...  \n",
       "...                                                 ...  \n",
       "7940  UNCLASSIFIED U.S. Department of State Case No....  \n",
       "7941  UNCLASSIFIED U.S. Department of State Case No....  \n",
       "7942  UNCLASSIFIED U.S. Department of State Case No....  \n",
       "7943  Hi dear Melanne and Alyse,\\r\\nHope this email ...  \n",
       "7944  UNCLASSIFIED U.S. Department of State Case No....  \n",
       "\n",
       "[7945 rows x 22 columns]"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 针对别名进行转换        \n",
    "def unify_name(name):\n",
    "    # 姓名统一小写\n",
    "    name = str(name).lower()\n",
    "    # 去掉, 和@后面的内容\n",
    "    name = name.replace(\",\",\"\").split(\"@\")[0]\n",
    "    # 别名转换\n",
    "    if name in aliases.keys():\n",
    "        return persons[aliases[name]]\n",
    "    return name\n",
    "# 将寄件人和收件人的姓名进行规范化\n",
    "emails.MetadataFrom = emails.MetadataFrom.apply(unify_name)\n",
    "emails.MetadataTo = emails.MetadataTo.apply(unify_name)\n",
    "emails"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "defaultdict(<class 'list'>, {('Jake Sullivan', 'Hillary Clinton'): 815, ('nan', 'Hillary Clinton'): 20, ('Cheryl Mills', ';h'): 1, ('Cheryl Mills', 'Hillary Clinton'): 1182, ('Hillary Clinton', 'Huma Abedin'): 32, ('Hillary Clinton', 'russorv'): 26, ('slaughter anne-marie', 'Hillary Clinton'): 126, ('Harold Hongju Koh', 'Hillary Clinton'): 12, ('Wendy Sherman', 'Hillary Clinton'): 7, ('Jake Sullivan', 'Wendy Sherman'): 1, ('Hillary Clinton', 'sullivanjj'): 288, ('Sidney Blumenthal', 'Hillary Clinton'): 361, ('Burns Strider', 'Hillary Clinton'): 2, ('Huma Abedin', 'Hillary Clinton'): 1322, ('Cheryl Mills', 'Cheryl Mills'): 17, ('Robert Russo', 'Hillary Clinton'): 22, ('Capricia Marshall', 'Cheryl Mills'): 2, ('Hillary Clinton', 'Oscar Flores'): 5, ('William Burns', 'Hillary Clinton'): 10, ('Monica Hanley', 'Hillary Clinton'): 24, ('Hillary Clinton', 'abedinh'): 345, ('Hillary Clinton', 'millscd'): 298, ('Daniel Schwerin', 'Hillary Clinton'): 9, ('Hillary Clinton', 'hanleymr'): 33, ('Monica Hanley', 'Daniel Schwerin'): 1, ('Philippe Reines', 'Thomas Nides'): 1, ('Daniel Schwerin', 'Jake Sullivan'): 1, ('nan', 'nan'): 132, ('Hillary Clinton', 'jilotylc'): 226, ('Melanne Verveer', 'Hillary Clinton'): 94, ('Hillary Clinton', 'nan'): 42, ('Claire Coleman', 'Hillary Clinton'): 5, ('Philippe Reines', 'Hillary Clinton'): 144, ('Cheryl Mills', 'Jake Sullivan'): 7, ('Philippe Reines', 'Cheryl Mills'): 1, ('Monica Hanley', 'Jake Sullivan'): 1, ('Lona Valmoro', 'Hillary Clinton'): 136, ('Hillary Clinton', 'valmorolj'): 131, ('Hillary Clinton', 'burnswj'): 5, ('Thomas Nides', 'Hillary Clinton'): 1, ('Hillary Clinton', 'nidestr'): 1, ('Hillary Clinton', 'Jake Sullivan'): 15, ('Victoria Nuland', 'Hillary Clinton'): 1, ('Maria Otero', 'Hillary Clinton'): 9, ('Judith McHale', 'Hillary Clinton'): 68, ('Hillary Clinton', 'Michele Flournoy'): 1, ('Hillary Clinton', 'Cheryl Mills'): 40, ('hrod17', 'Jake Sullivan'): 2, ('Alec', 'Cheryl'): 1, ('Hillary Clinton', 'Philippe Reines'): 49, ('Hillary Clinton', 'Brian Greenspun'): 1, ('Hillary Clinton', 'reinesp'): 12, ('Hillary Clinton', 'bam'): 4, ('Hillary Clinton', 'l'): 1, ('hrod17', 'Philippe Reines'): 2, ('Hillary Clinton', 'Neera Tanden'): 2, ('hrod17', 'valmorolj'): 8, ('Hillary Clinton', 'Jacob Lew'): 3, ('Hillary Clinton', 'Rick Sloan'): 1, ('Hillary Clinton', 'Strobe Talbott'): 11, ('Hillary Clinton', 'balderstonkm'): 16, ('Hillary Clinton', 'steinbergjb'): 8, ('Hillary Clinton', 'William Burns'): 2, ('Hillary Clinton', 'mhcaleja'): 1, ('Hillary Clinton', 'John Podesta'): 2, ('Hillary Clinton', 'sulllivanjj'): 4, ('Hillary Clinton', 'Wendy Sherman'): 2, ('Hillary Clinton', 'abendinh'): 1, ('Hillary Clinton', 'adedinh'): 1, ('hrod17', 'nan'): 2, ('Hillary Clinton', 'Lissa Muscatine'): 7, ('Hillary Clinton', 'muscatinel'): 15, ('hrod17', 'muscatinel'): 3, ('hrod17', 'sullivanjj'): 9, ('hrod17', 'cholletdh'): 1, ('hrod17', 'Huma Abedin'): 3, ('hrod17', 'Burns Strider'): 1, ('Hillary Clinton', 'Jeffrey Farrow'): 1, ('Hillary Clinton', 'David Axelrod'): 1, ('Hillary Clinton', 'Samuel (\"Sandy\") Berger'): 3, ('Hillary Clinton', 'shapiroa'): 6, ('Hillary Clinton', 'david_garten'): 2, ('hrod17', 'millscd'): 14, ('hrod17', 'reinesp'): 1, ('Hillary Clinton', 'verveerms'): 9, ('Hillary Clinton', 'kohhh'): 3, ('Hillary Clinton', 'lewjj'): 7, ('Hillary Clinton', 'Sidney Blumenthal'): 49, ('Hillary Clinton', 'Tina Flournoy'): 1, ('Hillary Clinton', 'Cherie Blair'): 7, ('Hillary Clinton', 'Melanne Verveer'): 10, ('Hillary Clinton', 'Jan Piercy'): 1, ('Hillary Clinton', 'fuchsmh'): 4, ('Hillary Clinton', 'Capricia Marshall'): 6, ('Hillary Clinton', 'Terry Duffy'): 1, ('hrod17', 'jilotylc'): 7, ('Hillary Clinton', 'crowleypj'): 10, ('Hillary Clinton', 'campbellkm'): 9, ('Hillary Clinton', 'rooneym'): 6, ('E. Pelton', 'nan'): 1, ('Charles Kiamie', 'nan'): 3, ('hrod17', 'abedinh'): 5, ('hrod17', 'Scott Gration'): 1, ('Hillary Clinton', 'Doug Hattaway'): 4, ('Hillary Clinton', 'Nancy Parrish'): 1, ('Hillary Clinton', 'kellyc'): 3, ('Hillary Clinton', 'holbrookerc'): 1, ('hrod17', 'Lisa Caputo'): 1, ('hrod17', 'gordonph'): 1, ('Hillary Clinton', 'Lisa Caputo'): 1, ('Hillary Clinton', 'slaughtera'): 29, ('Nicholas Norman', 'nan'): 1, ('Hillary Clinton', 'rodriguezme'): 4, ('Hillary Clinton', 'Marty Torrey'): 2, ('Hillary Clinton', 'Gina Glantz'): 1, ('Hillary Clinton', 'Maggie Williams'): 3, ('Hillary Clinton', 'hillcr'): 1, ('hrod17', 'verveerms'): 1, ('Hillary Clinton', 'tauschereo'): 3, ('Hillary Clinton', 'feltmanjd'): 3, ('Hillary Clinton', 'gordonph'): 3, ('hrod17', 'Daniel Baer'): 1, ('Hillary Clinton', 'steinbertjb'): 1, ('Claire Coleman', 'Cheryl Mills'): 1, ('Lauren Jiloty', 'Hillary Clinton'): 312, ('millscd', 'Hillary Clinton'): 61, ('Cheryl Mills', 'Lourdes Cue'): 1, ('Jake Sullivan', 'Cheryl Mills'): 4, ('Neera Tanden', 'Hillary Clinton'): 6, ('James Steinberg', 'Hillary Clinton'): 6, ('Cherie Blair', 'Hillary Clinton'): 24, ('Hillary Clinton', 'valmoroli'): 1, ('Hillary Clinton', 'vermarr'): 27, ('Thomas Shannon', 'Hillary Clinton'): 2, ('Lauren Jiloty', 'Huma Abedin'): 5, ('Jackie Newmyer', 'Hillary Clinton'): 10, ('Barbara Mikulski', 'Hillary Clinton'): 11, ('Patrick Kennedy', 'Hillary Clinton'): 1, ('nan', 'Hill'): 1, ('Robert Danford', 'Hillary Clinton'): 1, ('Cheryl Mills', 'Huma Abedin'): 13, ('Huma Abedin', 'Cheryl Mills'): 5, ('Lissa Muscatine', 'Hillary Clinton'): 80, ('NHLA', 'nan'): 1, ('Hillary Clinton', 'carsonj'): 1, ('Cheryl Mills', 'Capricia Marshall'): 1, ('Jacob Lew', 'nan'): 1, ('Hillary Clinton', 'shannonta'): 1, ('abedinh', 'Hillary Clinton'): 46, ('Hillary Clinton', 'Luzzatto'): 1, ('Hillary Clinton', 'Daniel Baer'): 1, ('Long Term Strategy Group', 'Department of State'): 1, ('Hillary Clinton', 'marshallcp'): 3, ('millscd', 'Jake Sullivan'): 1, ('G. Wills', 'nan'): 2, ('reinesp', 'Hillary Clinton'): 2, ('Strobe Talbott', 'Hillary Clinton'): 35, ('David Johnson', 'Jacob Lew'): 2, ('Philippe Reines', 'Jake Sullivan'): 3, ('L. Rosenberger', 'nan'): 1, ('Lee Brown', 'Karl Eikenberry'): 2, ('Lee Feinstein', 'Hillary Clinton'): 1, ('Samuel (\"Sandy\") Berger', 'Hillary Clinton'): 8, ('FINCA International', 'nan'): 1, ('Huma Abedin', 'Rosemarie Howe'): 3, ('Cherie Blair', 'hr15'): 1, ('slaughter anne-marie', 'nan'): 1, ('valmorolj', 'Hillary Clinton'): 5, ('White House', 'nan'): 1, ('Jeffrey Farrow', 'Hillary Clinton'): 6, ('Jake Sullivan', 'Strobe Talbott'): 1, ('Kris Balderston', 'Hillary Clinton'): 22, ('Richard Verma', 'Hillary Clinton'): 115, ('postmaster', 'Hillary Clinton'): 7, ('Colin Powell', 'Hillary Clinton'): 1, ('Huma Abedin', 'Donald'): 1, ('Cheryl Mills', 'Phillip Crowley'): 1, ('Lona Valmoro', 'Huma Abedin'): 10, ('Huma Abedin', 'Richard Verma'): 2, ('Huma Abedin', 'rosemarie.howe ;h'): 1, ('Cheryl Mills', 'Rene Preval'): 1, ('hrod17', 'vermarr'): 3, ('Huma Abedin', 'Mark Hyman'): 2, ('Hillary Clinton', 'hormatsrd'): 1, ('Sidney Blumenthal', 'cheryl.mills ;h'): 1, ('Cheryl Mills', 'Justin Cooper'): 1, ('Oscar Arias Sanchez', 'nan'): 1, ('Hillary Clinton', 'sterntd'): 3, ('Kurt Campbell', 'Hillary Clinton'): 14, ('David Axelrod', 'Hillary Clinton'): 2, ('Hillary Clinton', 'abedin'): 1, ('John Podesta', 'Hillary Clinton'): 2, ('Jake Sullivan', 'Philippe Reines'): 7, ('David Garten', 'Hillary Clinton'): 1, ('Caroline Adler', 'Hillary Clinton'): 2, ('Cheryl Mills', 'Maggie Williams'): 2, ('sullivanjj', 'Huma Abedin'): 1, ('Huma Abedin', 'Lona Valmoro'): 2, ('Huma Abedin', 'Jake Sullivan'): 7, ('bam', 'Hillary Clinton'): 1, ('Hillary Clinton', 'posnermh'): 1, ('Cheryl Mills', 'nan'): 3, ('muscatinel', 'Hillary Clinton'): 1, ('abedinh', 'rrh.interiors'): 1, ('Hillary Clinton', 'Council on Foreign Relations'): 1, ('Sidney Blumenthal', 'Cheryl Mills'): 1, ('Cheryl Mills', 'Jacob Lew'): 3, ('111th Congress', 'nan'): 1, ('Hillary Clinton', 'schwerindb'): 1, ('Huma Abedin', 'mh.interiors'): 1, ('Cheryl Mills', 'Jim Kennedy'): 1, ('Cheryl Mills', 'Samuel (\"Sandy\") Berger'): 1, ('Cheryl Mills', 'Strobe Talbott'): 1, ('sullivanjj', 'Hillary Clinton'): 22, ('abedinh', 'Cheryl Mills'): 2, ('nan', 'Biography'): 1, ('Andrew Shapiro', 'Hillary Clinton'): 7, ('verveerms', 'Hillary Clinton'): 1, ('Derek Chollet', 'Hillary Clinton'): 1, ('Jeffrey Farrow', 'Jake Sullivan'): 4, ('reines philippe ', 'Hillary Clinton'): 1, ('Thomas Donilon', 'Hillary Clinton'): 1, ('Jacob Lew', 'Hillary Clinton'): 12, ('G. Lou de Bac', 'Cheryl Mills'): 1, ('Huma Abedin', 'Huma Abedin'): 1, ('Laurie Rubiner', 'Hillary Clinton'): 1, ('Huma Abedin', 'Laurie Rubiner'): 1, ('verveerms', 'Huma Abedin'): 1, ('Huma Abedin', 'Oscar Flores'): 12, ('Danielle Brian', 'Hillary Clinton'): 2, ('Strobe Talbott', 'nan'): 1, ('Werner Ilic', 'Kabul LGF Request'): 1, ('nan', 'Sir'): 1, ('crowleypj', 'h;preines'): 2, ('Jeffrey Feltman', 'Hillary Clinton'): 13, ('PVervee', 'Hillary Clinton'): 1, ('Philip Crowley', 'Hillary Clinton'): 15, ('George Mitchell', 'Hillary Clinton'): 6, ('AGNA USEMB Kabul Afghanistan', 'nan'): 1, ('Huma Abedin', 'valmorolj'): 5, ('Philippe Reines', 'Huma Abedin'): 1, ('Huma Abedin', 'jilotylc'): 1, ('J. Finkle', 'nan'): 1, ('Capricia Marshall', 'Hillary Clinton'): 12, ('Capricia Marshall', 'Huma Abedin'): 1, ('Michael Fuchs', 'Hillary Clinton'): 15, ('Capricia Marshall', 'abedin huma; h'): 2, ('Hillary Clinton', 'ki-moon ban'): 1, ('Prime Minister', 'Peter Robinson'): 1, ('Ian Kelly', 'nan'): 1, ('STATE', 'ASUNCION'): 1, ('STATE', 'WHADP'): 1, ('Lissa Muscatine', 'Huma Abedin'): 1, ('Sidney Blumenthal', 'nan'): 11, ('Eni Faleomavaega', 'nan'): 1, ('Cheryl Mills', 'Lona Valmoro'): 1, ('Lona Valmoro', 'Cheryl Mills'): 1, ('Susan Rice', 'nan'): 1, ('Paul Jones', 'Hillary Clinton'): 2, ('Philip Gordon', 'Hillary Clinton'): 4, ('h; mills cheryl d', 'Kris Balderston'): 1, ('Philippe Reines', 'Philip Crowley'): 1, ('Miguel Rodriguez', 'Hillary Clinton'): 10, ('Christopher Hill', 'Hillary Clinton'): 1, ('politico - drew elizabeth', 'nan'): 1, ('Cheryl Mills', 'Lauren Jiloty'): 1, ('Lauren Jiloty', 'Cheryl Mills'): 3, ('U.S. Global Leadership Coalition', 'nan'): 1, ('M. Albright', 'Hillary Clinton'): 1, ('Max Baucus', 'Hillary Clinton'): 1, ('Linda Dewan', 'Hillary Clinton'): 1, ('jilotylc', 'Hillary Clinton'): 21, ('Ellen Tauscher', 'Hillary Clinton'): 9, ('Gina Glantz', 'Hillary Clinton'): 2, ('Voda Ebeling', 'Lauren Jiloty'): 1, ('Patrick Kennedy', 'nan'): 1, ('Arturo Valenzuela', 'Hillary Clinton'): 7, ('Nora Tov', 'Hillary Clinton'): 1, ('Philippe Reines', 'Diane Reynolds'): 2, ('Huma Abedin', 'Luzzatto'): 1, ('Daniel Baer', 'Hillary Clinton'): 5, ('SRGIA', 'nan'): 1, ('Jeffrey Feltman', 'Harold Hongju Koh'): 2, ('Harold Hongju Koh', 'Jeffrey Feltman'): 1, ('Reta Jo Lewis', 'Hillary Clinton'): 1, ('Johnnie Carson', 'Hillary Clinton'): 1, ('sullivan jj', 'Hillary Clinton'): 2, ('Huma Abedin', 'sullivanjj'): 1, ('muscatinel', 'Daniel Baer'): 1, ('Nora Toiv', 'Hillary Clinton'): 5, ('KPK', 'Hillary Clinton'): 1, ('Robert Russo', 'Doug Hattaway'): 1, ('Cheryl Mills', 'Christopher Edwards'): 1, ('Cheryl Mills', 'Maura Pally'): 1, ('mchaleja', 'Hillary Clinton'): 3, ('millscd', 'Nora Toiv'): 1, ('Todd Stern', 'Hillary Clinton'): 5, ('Jake Sullivan', 'preines; h'): 1, ('Philippe Reines', 'sullivan jake; h'): 1, ('vermarr', 'Hillary Clinton'): 2, ('Huma Abedin', 'preines; h'): 1, ('Rajiv Shah', 'Hillary Clinton'): 1, ('Judith McHale', 'Lona Valmoro'): 1, ('Huma Abedin', 'Oscar Lores'): 1, ('Christopher Green', 'nan'): 1, ('Robert Hormats', 'Hillary Clinton'): 1, ('Chad Weston', 'nan'): 1, ('Strobe Talbott', 'Huma Abedin'): 1, ('valmorolj', 'Huma Abedin'): 1, ('Michael Posner', 'Hillary Clinton'): 1, ('Cecile Richards', 'nan'): 1, ('Philip Crowley', 'Michael Posner'): 1, ('Andrew Mayock', 'nan'): 1, ('Washington Post', 'nan'): 4, ('Jim Hoagland', 'nan'): 1, ('Tomicah Tillemann', 'nan'): 1, ('slaughtera', 'Hillary Clinton'): 3, ('lewjj', 'Hillary Clinton'): 1, ('Haiti', 'United States of America'): 3, ('nan', \"etats-unis d'amerique\"): 1, ('Haiti', \"etat-unis d'amerique\"): 1, ('Huma Abedin', 'Justin Cooper'): 1, ('Jake Sullivan', 'Philip Crowley'): 1, ('Jake Sullivan', 'Richard Verma'): 2, ('Cheryl Mills', 'Michele Bond'): 1, ('vermarr', 'Jake Sullivan'): 1, ('Betsy Ebeling', 'Hillary Clinton'): 30, ('Payton Knopf', 'nan'): 1, ('Haiti', 'Govenman Etazini'): 1, ('Huma Abedin', 'Capricia Marshall'): 1, ('Craig Kelly', 'Hillary Clinton'): 3, ('Recos', 'Hillary Clinton'): 1, ('James McGovern', 'nan'): 1, ('Christopher Butzgy', 'Hillary Clinton'): 1, ('Case Button', 'Hillary Clinton'): 1, ('Mike', 'Hillary Clinton'): 2, ('Huma Abedin', 'Kris Balderston'): 1, ('Huma Abedin', 'nan'): 2, ('Huma Abedin', 'Philippe Reines'): 1, ('Judith McHale', 'Doug Hattaway'): 1, ('Esther Brimmer', 'Hillary Clinton'): 1, ('G Wills', 'nan'): 1, ('Lissa Muscatine', 'Cheryl Mills'): 2, ('STATE', 'nan'): 4, ('Megan Rooney', 'Hillary Clinton'): 10, ('Voda Ebeling', 'Hillary Clinton'): 2, ('Jake Sullivan', 'Huma Abedin'): 6, ('Courtney Beale', 'Hillary Clinton'): 2, ('Courtney Beale', 'Jake Sullivan'): 1, ('Judith McHale', 'Carlos Pascual'): 1, ('mchaleja', 'slaughter anne-marie'): 1, ('Cheryl Mills', 'Doug Band'): 1, ('Tomicah Tillemann', 'Hillary Clinton'): 6, ('baldersonkm', 'Hillary Clinton'): 1, ('Judith McHale', 'Philip Crowley'): 1, ('Cheryl Mills', 'Judith McHale'): 1, ('James McGovern', 'Barack Obama'): 1, ('Cheryl Mills', 'Lissa Muscatine'): 1, ('Robert Blake', 'Hillary Clinton'): 1, ('slaughter ann-marie', 'Hillary Clinton'): 1, ('Huma Abedin', 'Lauren Jiloty'): 3, ('Lona Valmoro', 'Lauren Jiloty'): 1, ('Judith McHale', 'Maria Otero'): 1, ('Cheryl Mills', 'LGraham'): 1, ('Maura Pally', 'John Olver'): 1, ('Luis CdeBaca', 'Hillary Clinton'): 1, ('Cheryl Mills', 'Suzanne Grantham'): 1, ('Paul Collier', 'nan'): 1, ('Alex Dupuy', 'nan'): 1, ('Susan Rice', 'Hillary Clinton'): 2, ('Cheryl Mills', 'Michael Posner'): 1, ('Betsy Ebeling', 'Bonnie Klehr'): 1, ('Reines Philippe', 'Hillary Clinton'): 1, ('AP', 'nan'): 1, ('Cheryl Mills', 'Richard Verma'): 2, ('Tsakina Elbegdori', 'Bill Clinton'): 1, ('Lona Valmoro', 'Philippe Reines'): 1, ('Philippe Reines', 'nan'): 1, ('Huma Abedin', 'hanleymr'): 1, ('New York Times', 'nan'): 2, ('millscd', 'Doug Band'): 1, ('Marianne Scott', 'nan'): 1, ('rooneym', 'Hillary Clinton'): 1, ('Huma Abedin', 'Courtney Beale'): 1, ('Robert Russo', 'Betsy Ebeling'): 1, ('Huma Abedin', 'Betsy Ebeling'): 1, ('sullivanjj', 'Philippe Reines'): 1, ('Zachary Iscol', 'Hillary Clinton'): 1, ('Maura Pally', 'Hillary Clinton'): 1, ('Hillary Clinton', 'duk-soo han'): 2, ('Hillary Clinton', 'Kent Conrad'): 2, ('hanleymr', 'Hillary Clinton'): 2, ('Samuel Berger', 'Hillary Clinton'): 4, ('Judith McHale', 'Jacob Lew'): 1, ('Foreign Affairs Magazine', 'nan'): 1, ('nan', 'William Hubbard'): 1, ('Jonathan Prince', 'Hillary Clinton'): 1, ('Jake Sullivan', 'slaughter anne-marie'): 2, ('Lois Quam', 'Hillary Clinton'): 3, ('Jake Sullivan', 'Jacob Lew'): 1, ('Louise Diamond', 'nan'): 2, ('Chester Crocker', 'nan'): 1, ('Cheryl Mills', 'slaughter anne- marie'): 1, ('Huma Abedin', 'slaughter anne-marie'): 4, ('kohhh', 'Hillary Clinton'): 1, ('Joanne Laszczych', 'Hillary Clinton'): 4, ('Harold Hongju Koh', 'Jennifer Robinson'): 1, ('Eric Woodard', 'Hillary Clinton'): 1, ('Daniel Inonye', 'Barack Obama'): 1, ('reines', 'Hillary Clinton'): 1, ('Jake Sullivan', 'Judith McHale'): 2, ('Joshua Daniel', 'Hillary Clinton'): 5, ('Judith Kieffer', 'nan'): 1, ('Jake Sullivan', 'Daniel Schwerin'): 1, ('Hillary Clinton', 'brimmere'): 2, ('American Beverage Association', 'Hillary Clinton'): 1, ('JAMA', 'nan'): 2, ('Hillary Clinton', 'Rajiv Shah'): 1, ('hrod17', 'Cheryl Mills'): 2, ('hrod17', 'Jacob Lew'): 1, ('Hillary Clinton', 'oterom2'): 3, ('Cheryl Mills', 'slaughter anne-marie'): 1, ('aclb', 'Hillary Clinton'): 2, ('Hillary Clinton', 'valenzuelaaa'): 3, ('crowleypj', 'Hillary Clinton'): 2, ('S. Akbar Zaidi', 'nan'): 1, ('Hillary Clinton', 'jjilotylc'): 1, ('Hillary Clinton', 'muscantinel'): 2, ('Maria Calivis', 'Susan Rice'): 1, ('Hillary Clinton', 'mchaleja'): 10, ('Anthony Lake', 'Hillary Clinton'): 1, ('Jeffrey Feltman', 'Jake Sullivan'): 1, ('Hillary Clinton', 'toivnf'): 6, ('Hillary Clinton', 'tillemannts'): 7, ('Madeleine Albright', 'Hillary Clinton'): 1, ('Cheryl Mills', 'Oscar Flores'): 1, ('Heintz', 'nan'): 1, ('Hillary Clinton', 'Hillary Clinton'): 2, ('James Smith', 'Hillary Clinton'): 1, ('Piper Campbell', 'Hillary Clinton'): 1, ('Dana Hyde', 'Hillary Clinton'): 1, ('hrod17', 'oterom2'): 1, ('alcb', 'Hillary Clinton'): 5, ('hrod17', 'Sidney Blumenthal'): 1, ('Hillary Clinton', 'Mark Penn'): 1, ('Chelsea Clinton', 'Bill Clinton'): 2, ('Hillary Clinton', 'bealeca'): 3, ('Hillary Clinton', 'valmmorolj'): 1, ('Hillary Clinton', 'Burns Strider'): 1, ('Jake Sullivan', 'aclb'): 1, ('Hillary Clinton', 'Lynn Forester de Rothschild'): 1, ('latimes.com', 'nan'): 1, ('Monica Hanley', 'Huma Abedin'): 1, ('Cheryl Mills', 'Nora Toiv'): 1, ('David Miliband', 'Hillary Clinton'): 1, ('David Brock', 'nan'): 2, ('Daily Sun', 'nan'): 1, ('Voda Ebeling', 'abedinh'): 1, ('Huma Abedin', 'Voda Ebeling'): 1, ('Neera Tanden', 'Neera Tanden'): 1, ('Cheryl Mills', 'Janice Jacobs'): 1, ('Hillary Clinton', 'Betsy Ebeling'): 1, ('huma', 'abedinh'): 1, ('Opinion Research', 'nan'): 1, ('Hillary Clinton', 'Daniel'): 1})\n"
     ]
    }
   ],
   "source": [
    "# 设置遍的权重等于发邮件的次数\n",
    "edges_weights_temp = defaultdict(list)\n",
    "for row in zip(emails.MetadataFrom, emails.MetadataTo, emails.RawText):\n",
    "    temp = (row[0], row[1])\n",
    "    if temp not in edges_weights_temp:\n",
    "        edges_weights_temp[temp] = 1\n",
    "    else:\n",
    "        edges_weights_temp[temp] = edges_weights_temp[temp] + 1\n",
    "print(edges_weights_temp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('Jake Sullivan', 'Hillary Clinton', 815),\n",
       " ('nan', 'Hillary Clinton', 20),\n",
       " ('Cheryl Mills', ';h', 1),\n",
       " ('Cheryl Mills', 'Hillary Clinton', 1182),\n",
       " ('Hillary Clinton', 'Huma Abedin', 32),\n",
       " ('Hillary Clinton', 'russorv', 26),\n",
       " ('slaughter anne-marie', 'Hillary Clinton', 126),\n",
       " ('Harold Hongju Koh', 'Hillary Clinton', 12),\n",
       " ('Wendy Sherman', 'Hillary Clinton', 7),\n",
       " ('Jake Sullivan', 'Wendy Sherman', 1)]"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 转化格式 (from, to), weight => from, to, weight\n",
    "edges_weights = [(key[0], key[1], val) for key, val in edges_weights_temp.items()]\n",
    "edges_weights[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 画网络图\n",
    "def show_graph(graph, type = 'spring_layout'):\n",
    "    if type == 'spring_layout':\n",
    "        # 使用Spring Layout布局，类似中心放射状\n",
    "        positions=nx.spring_layout(graph)\n",
    "    if type == 'circular_layout':\n",
    "        # 使用Circular Layout布局，在一个圆环上均匀分布\n",
    "        positions=nx.circular_layout(graph)\n",
    "\n",
    "    # 设置网络图中的节点大小，大小与pagerank值相关，因为pagerank值很小所以需要*20000\n",
    "    nodesize = [x['pagerank']*20000 for v,x in graph.nodes(data=True)]\n",
    "    # 设置网络图中的边长度\n",
    "    edgesize = [np.sqrt(e[2]['weight']) for e in graph.edges(data=True)]\n",
    "    # 绘制节点\n",
    "    nx.draw_networkx_nodes(graph, positions, node_size=nodesize, alpha=0.4)\n",
    "    # 绘制边\n",
    "    nx.draw_networkx_edges(graph, positions,  alpha=0.2)#edge_size=edgesize 这个size有点问题\n",
    "    # 绘制节点的label\n",
    "    nx.draw_networkx_labels(graph, positions, font_size=10)\n",
    "    # 输出希拉里邮件中的所有人物关系图\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 创建一个有向图\n",
    "graph = nx.DiGraph()\n",
    "# 设置有向图中的路径及权重(from, to, weight)\n",
    "graph.add_weighted_edges_from(edges_weights)\n",
    "# 计算每个节点（人）的PR值，并作为节点的pagerank属性\n",
    "pagerank = nx.pagerank(graph)\n",
    "# 获取每个节点的pagerank数值\n",
    "pagerank_list = {node: rank for node, rank in pagerank.items()}\n",
    "# 将pagerank数值作为节点的属性\n",
    "nx.set_node_attributes(graph, name = 'pagerank', values=pagerank_list)\n",
    "# 画网络图\n",
    "show_graph(graph)#只不过这里全显示了 看不清  下面选择影响力较重要的一部分"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 将完整的图谱进行精简\n",
    "# 设置PR值的阈值，筛选大于阈值的重要核心节点\n",
    "pagerank_threshold = 0.005\n",
    "# 复制一份计算好的网络图\n",
    "small_graph = graph.copy()\n",
    "# 剪掉PR值小于pagerank_threshold的节点\n",
    "for n, p_rank in graph.nodes(data=True):\n",
    "    if p_rank['pagerank'] < pagerank_threshold: \n",
    "        small_graph.remove_node(n)\n",
    "# 画网络图\n",
    "show_graph(small_graph, 'circular_layout')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
